{"id":25871,"date":"2025-05-16T09:51:30","date_gmt":"2025-05-16T01:51:30","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25871"},"modified":"2025-05-16T09:51:30","modified_gmt":"2025-05-16T01:51:30","slug":"%e4%bb%8e%e5%b7%a5%e7%a8%8b%e8%a7%86%e8%a7%92%e7%9c%8b-langflow%ef%bc%9a%e4%b8%80%e7%ab%99%e5%bc%8f-ai-agent-%e5%b7%a5%e4%bd%9c%e6%b5%81%e8%a7%a3%e5%86%b3%e6%96%b9%e6%a1%88%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/05\/16\/25871\/","title":{"rendered":"\u4ece\u5de5\u7a0b\u89c6\u89d2\u770b Langflow\uff1a\u4e00\u7ad9\u5f0f AI Agent \u5de5\u4f5c\u6d41\u89e3\u51b3\u65b9\u6848\u89e3\u6790"},"content":{"rendered":"<div>\n<p><img data-dominant-color=\"525b5e\" data-has-transparency=\"false\" style=\"--dominant-color: #525b5e;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25873\" 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Playground \u73af\u5883\uff0c\u652f\u6301\u5b9e\u65f6\u6d4b\u8bd5\u4e0e\u5206\u6b65\u8fed\u4ee3<\/h4>\n<p>Langflow \u5185\u7f6e\u4e86\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u7684 Playground \u73af\u5883\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u5176\u4e2d\u5b9e\u65f6\u6d4b\u8bd5\u548c\u4f18\u5316 AI \u4ee3\u7406\u53ca\u5de5\u4f5c\u6d41\u3002Playground \u63d0\u4f9b\u4e86\u5206\u6b65\u63a7\u5236\u529f\u80fd\uff0c\u7528\u6237\u53ef\u4ee5\u9010\u4e00\u68c0\u67e5\u6bcf\u4e2a\u73af\u8282\u7684\u8f93\u5165\u8f93\u51fa\uff0c\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u5e76\u8fdb\u884c\u8c03\u6574\u3002\u8fd9\u79cd\u5373\u65f6\u53cd\u9988\u673a\u5236\u6781\u5927\u5730\u63d0\u5347\u4e86\u5f00\u53d1\u6548\u7387\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u9700\u8981\u9891\u7e41\u8c03\u8bd5\u7684\u590d\u6742 AI \u5e94\u7528\u573a\u666f\u3002<\/p>\n<h4>4. \u591a\u4ee3\u7406\u534f\u540c\u4e0e\u5bf9\u8bdd\u7ba1\u7406\u53ca\u68c0\u7d22\u529f\u80fd<\/h4>\n<p>Langflow \u652f\u6301\u591a\u4ee3\u7406\u534f\u540c\u5de5\u4f5c\uff08Multi-Agent Orchestration\uff09\uff0c\u80fd\u591f\u534f\u8c03\u591a\u4e2a AI \u4ee3\u7406\u4ee5\u5b8c\u6210\u590d\u6742\u4efb\u52a1\uff0c\u4f8b\u5982\u5728\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\u4e2d\u5b9e\u73b0\u591a\u8f6e\u5bf9\u8bdd\u7ba1\u7406\u3002\u5b83\u8fd8\u96c6\u6210\u4e86\u5f3a\u5927\u7684\u5bf9\u8bdd\u7ba1\u7406\u548c\u68c0\u7d22\u529f\u80fd\uff08Conversation Management and Retrieval\uff09\uff0c\u652f\u6301\u4ece\u5386\u53f2\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff0c\u6216\u7ed3\u5408\u5411\u91cf\u6570\u636e\u5e93\u8fdb\u884c\u8bed\u4e49\u68c0\u7d22\uff0c\u4ece\u800c\u63d0\u5347\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u548c\u667a\u80fd\u5316\u6c34\u5e73\u3002<\/p>\n<p><img data-dominant-color=\"060607\" data-has-transparency=\"false\" style=\"--dominant-color: #060607;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25875\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/788159956482ba8bd44944a81747c7653d8db4.gif\" width=\"1080\" height=\"613\" \/><\/p>\n<h4>5. \u652f\u6301 API \u90e8\u7f72\u53ca Python \u5e94\u7528 JSON \u5bfc\u51fa<\/h4>\n<p>Langflow \u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u90e8\u7f72\u9009\u9879\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5c06\u6784\u5efa\u5b8c\u6210\u7684 AI \u4ee3\u7406\u6216\u5de5\u4f5c\u6d41\u76f4\u63a5\u90e8\u7f72\u4e3a API \u7aef\u70b9\uff0c\u65b9\u4fbf\u96c6\u6210\u5230\u73b0\u6709\u7684 Web \u6216\u79fb\u52a8\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u6b64\u5916\uff0cLangflow \u652f\u6301\u5c06\u5de5\u4f5c\u6d41\u5bfc\u51fa\u4e3a JSON \u683c\u5f0f\uff0c\u9002\u7528\u4e8e Python \u5e94\u7528\u7a0b\u5e8f\u7684\u8fdb\u4e00\u6b65\u5f00\u53d1\u548c\u96c6\u6210\u3002\u8fd9\u79cd\u53cc\u91cd\u8f93\u51fa\u65b9\u5f0f\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u66f4\u5927\u7684\u7075\u6d3b\u6027\uff0c\u9002\u5e94\u4e0d\u540c\u7684\u6280\u672f\u6808\u548c\u90e8\u7f72\u9700\u6c42\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s6.51cto.com\/oss\/202505\/15\/23374ad3637fa87d650489b7cdf4507a2b8c7f.webp\" data-type=\"block\" \/><\/p>\n<h4>6. \u96c6\u6210 LangSmith\u3001LangFuse \u7b49\u5de5\u5177\uff0c\u5b9e\u73b0\u5168\u9762\u53ef\u89c2\u6d4b\u6027<\/h4>\n<p>Langflow \u4e0e\u4e3b\u6d41\u53ef\u89c2\u5bdf\u6027\u5de5\u5177\uff08\u5982 LangSmith \u548c LangFuse\uff09\u6df1\u5ea6\u96c6\u6210\uff0c\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u76d1\u63a7\u548c\u8c03\u8bd5\u80fd\u529b\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e9b\u5de5\u5177\u8ffd\u8e2a AI \u4ee3\u7406\u7684\u8fd0\u884c\u72b6\u6001\u3001\u8bb0\u5f55\u6027\u80fd\u6307\u6807\u3001\u5206\u6790\u6f5c\u5728\u74f6\u9888\uff0c\u5e76\u751f\u6210\u8be6\u7ec6\u7684\u65e5\u5fd7\u62a5\u544a\u3002\u8fd9\u79cd\u5168\u9762\u7684\u53ef\u89c2\u5bdf\u6027\uff08Observability\uff09\u529f\u80fd\u4e3a\u4f18\u5316\u7cfb\u7edf\u6027\u80fd\u548c\u786e\u4fdd\u8fd0\u884c\u7a33\u5b9a\u6027\u63d0\u4f9b\u4e86\u575a\u5b9e\u4fdd\u969c\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s4.51cto.com\/oss\/202505\/15\/c5a5a47003ba77f767e19108d3f31b43213750.webp\" data-type=\"block\" \/><\/p>\n<h4>7. \u4f01\u4e1a\u7ea7\u5b89\u5168\u6027\u548c\u53ef\u6269\u5c55\u6027<\/h4>\n<p>Langflow \u4e13\u4e3a\u4f01\u4e1a\u7ea7\u5e94\u7528\u8bbe\u8ba1\uff0c\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5b89\u5168\u4fdd\u969c\u548c\u53ef\u6269\u5c55\u6027\u3002\u5b83\u652f\u6301\u6570\u636e\u52a0\u5bc6\u3001\u8bbf\u95ee\u63a7\u5236\u548c\u5408\u89c4\u6027\u7ba1\u7406\uff0c\u786e\u4fdd\u654f\u611f\u4fe1\u606f\u5728\u5f00\u53d1\u548c\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u7684\u5b89\u5168\u6027\u3002\u540c\u65f6\uff0cLangflow \u7684\u67b6\u6784\u652f\u6301\u6a2a\u5411\u6269\u5c55\uff0c\u80fd\u591f\u5904\u7406\u9ad8\u5e76\u53d1\u8bf7\u6c42\uff0c\u6ee1\u8db3\u5927\u89c4\u6a21\u751f\u4ea7\u73af\u5883\u7684\u9700\u6c42\u3002\u65e0\u8bba\u662f\u4e2d\u5c0f\u578b\u56e2\u961f\u8fd8\u662f\u5927\u578b\u4f01\u4e1a\uff0cLangflow \u90fd\u80fd\u63d0\u4f9b\u7a33\u5b9a\u53ef\u9760\u7684\u6280\u672f\u652f\u6301\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202505\/15\/51697e5778fe9c593b03069f4ccf46b6aa21da.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<h3>\u4e09\u3001Langflow \u89e3\u51b3\u4f20\u7edf AI Agents \u6784\u5efa\u5e73\u53f0\u7684\u90a3\u4e9b\u75db\u70b9 \uff1f<\/h3>\n<p>Langflow \u4f5c\u4e3a\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u4eba\u5458\u7684\u4f4e\u4ee3\u7801\u5de5\u5177\uff0c\u65e8\u5728\u901a\u8fc7\u5176\u72ec\u7279\u7684\u8bbe\u8ba1\u548c\u529f\u80fd\u89e3\u51b3\u4f20\u7edf AI Agents \u6784\u5efa\u5e73\u53f0\u6240\u9762\u4e34\u7684\u591a\u4e2a\u75db\u70b9\u3002\u5177\u4f53\u53ef\u53c2\u8003\u5982\u4e0b\uff1a<\/p>\n<h4>1. \u5f00\u53d1\u590d\u6742\u6027\u9ad8\u95ee\u9898<\/h4>\n<p>\u901a\u5e38\u800c\u8a00\uff0c\u4f20\u7edf AI Agents \u6784\u5efa\u5e73\u53f0\u901a\u5e38\u8981\u6c42\u5f00\u53d1\u8005\u5177\u5907\u6df1\u539a\u7684\u7f16\u7a0b\u529f\u5e95\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u3001API \u96c6\u6210\u548c\u6570\u636e\u5e93\u64cd\u4f5c\u65f6\uff0c\u9700\u8981\u624b\u52a8\u7f16\u5199\u5927\u91cf\u4ee3\u7801\u3002\u8fd9\u589e\u52a0\u4e86\u65b0\u624b\u5f00\u53d1\u8005\u7684\u5165\u95e8\u96be\u5ea6\uff0c\u4e5f\u8ba9\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5f00\u53d1\u8005\u5728\u5feb\u901f\u539f\u578b\u8bbe\u8ba1\u65f6\u53d7\u5230\u9650\u5236\u3002<\/p>\n<p>\u800c\u501f\u52a9Langflow \u6240\u63d0\u4f9b\u7684\u76f4\u89c2\u7684\u53ef\u89c6\u5316\u6784\u5efa\u5668\uff08Visual Builder\uff09\uff0c\u901a\u8fc7\u62d6\u62fd\u5f0f\u64cd\u4f5c\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u4ece\u5934\u7f16\u5199\u4ee3\u7801\u5373\u53ef\u8bbe\u8ba1 AI \u4ee3\u7406\u548c\u5de5\u4f5c\u6d41\u3002\u65e0\u8bba\u662f\u8fde\u63a5 API\u3001\u914d\u7f6e\u6a21\u578b\u53c2\u6570\u8fd8\u662f\u7ba1\u7406\u6570\u636e\u6d41\uff0cLangflow \u7684\u4f4e\u4ee3\u7801\u7279\u6027\u5927\u5e45\u964d\u4f4e\u4e86\u6280\u672f\u95e8\u69db\uff0c\u4f7f\u521d\u5b66\u8005\u548c\u975e\u4e13\u4e1a\u5f00\u53d1\u8005\u4e5f\u80fd\u5feb\u901f\u4e0a\u624b\uff0c\u540c\u65f6\u4ecd\u4e3a\u9ad8\u7ea7\u7528\u6237\u4fdd\u7559\u4e86\u4ee3\u7801\u8c03\u6574\u7684\u7075\u6d3b\u6027\u3002<\/p>\n<h4>2. \u96c6\u6210\u96be\u5ea6\u5927\u56f0\u6270<\/h4>\n<p>\u4f20\u7edf AI Agents \u5e73\u53f0\u5728\u96c6\u6210\u5916\u90e8 API\u3001\u6a21\u578b\uff08\u5982 OpenAI\u3001Hugging Face\uff09\u6216\u6570\u636e\u5e93\uff08\u5982 Pinecone\u3001MongoDB\uff09\u65f6\uff0c\u5f80\u5f80\u9700\u8981\u590d\u6742\u7684\u9002\u914d\u5de5\u4f5c\u3002\u4e0d\u540c\u7684\u6280\u672f\u6808\u548c\u6846\u67b6\u4e4b\u95f4\u7684\u517c\u5bb9\u6027\u95ee\u9898\u4e5f\u589e\u52a0\u4e86\u5f00\u53d1\u8d1f\u62c5\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cLangflow \u652f\u6301\u4e0e\u4efb\u4f55 API\u3001\u6a21\u578b\u548c\u6570\u636e\u5e93\u7684\u65e0\u7f1d\u96c6\u6210\uff0c\u5176\u5185\u7f6e API \u670d\u52a1\u5668\u53ef\u4ee5\u5c06\u6bcf\u4e2a\u4ee3\u7406\u8f6c\u5316\u4e3a\u53ef\u8c03\u7528\u7684\u7aef\u70b9\uff0c\u65b9\u4fbf\u5d4c\u5165\u4efb\u4f55\u6846\u67b6\u6216\u6280\u672f\u6808\uff08\u5982 Python\u3001JavaScript \u6216\u4f01\u4e1a\u7ea7\u7cfb\u7edf\uff09\u3002\u6b64\u5916\uff0c\u5b83\u5bf9\u4e3b\u6d41 LLMs \u548c\u5411\u91cf\u6570\u636e\u5e93\u7684\u539f\u751f\u652f\u6301\u6d88\u9664\u4e86\u624b\u52a8\u9002\u914d\u7684\u9700\u8981\uff0c\u6781\u5927\u7b80\u5316\u4e86\u8de8\u5e73\u53f0\u5f00\u53d1\u7684\u6d41\u7a0b\u3002<\/p>\n<h4>3. \u7f3a\u4e4f\u591a\u4ee3\u7406\u534f\u4f5c\u548c\u5bf9\u8bdd\u7ba1\u7406\u80fd\u529b<\/h4>\n<p>\u5728\u5b9e\u9645\u7684\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u4f20\u7edf\u5e73\u53f0\u901a\u5e38\u805a\u7126\u4e8e\u5355\u4e00\u4ee3\u7406\u7684\u5f00\u53d1\uff0c\u7f3a\u4e4f\u5bf9\u591a\u4ee3\u7406\u534f\u4f5c\u3001\u5bf9\u8bdd\u7ba1\u7406\u548c\u4e0a\u4e0b\u6587\u68c0\u7d22\u7684\u652f\u6301\uff0c\u9650\u5236\u4e86\u5176\u5728\u590d\u6742\u573a\u666f\uff08\u5982\u667a\u80fd\u5ba2\u670d\u6216\u591a\u8f6e\u5bf9\u8bdd\u7cfb\u7edf\uff09\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n<p>\u800c Langflow \u6240\u652f\u6301\u7684\u591a\u4ee3\u7406\u534f\u540c\uff08Multi-Agent Orchestration\uff09\u548c\u5bf9\u8bdd\u7ba1\u7406\u529f\u80fd\u673a\u5236\uff0c\u80fd\u591f\u534f\u8c03\u591a\u4e2a\u4ee3\u7406\u5b8c\u6210\u590d\u6742\u4efb\u52a1\uff0c\u5e76\u901a\u8fc7\u68c0\u7d22\u673a\u5236\uff08\u5982\u5411\u91cf\u6570\u636e\u5e93\u96c6\u6210\uff09\u589e\u5f3a\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u5176\u7279\u522b\u9002\u5408\u9700\u8981\u591a\u8f6e\u4ea4\u4e92\u6216\u77e5\u8bc6\u7ba1\u7406\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u9664\u4e86\u4e0a\u8ff0\u76f8\u5173\u4f18\u52bf\u5916\uff0cLangflow \u5728\u53ef\u89c6\u5316\u3001\u6210\u672c\u7ba1\u7406\u4ee5\u53ca\u7075\u6d3b\u6027\u5c42\u9762\u5177\u6709\u8f83\u5927\u4ef7\u503c\uff0c\u6210\u529f\u89e3\u51b3\u4e86\u4f20\u7edf AI Agents \u6784\u5efa\u5e73\u53f0\u5728\u5f00\u53d1\u590d\u6742\u6027\u3001\u8fed\u4ee3\u6548\u7387\u3001\u96c6\u6210\u96be\u5ea6\u548c\u5b89\u5168\u6027\u7b49\u65b9\u9762\u7684\u75db\u70b9\u3002\u5b83\u4e0d\u4ec5\u9002\u7528\u4e8e\u4e2a\u4eba\u5f00\u53d1\u8005\u5feb\u901f\u539f\u578b\u8bbe\u8ba1\uff0c\u4e5f\u80fd\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u9ad8\u8981\u6c42\uff0c\u6210\u4e3a AI \u5f00\u53d1\u9886\u57df\u7684\u91cd\u8981\u5de5\u5177\u3002\u65e0\u8bba\u662f\u5728\u667a\u80fd\u5ba2\u670d\u3001\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u8fd8\u662f\u6570\u636e\u5206\u6790\u573a\u666f\u4e2d\uff0cLangflow \u7684\u7efc\u5408\u4f18\u52bf\u90fd\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u7075\u6d3b\u548c\u5b89\u5168\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h3>\u56db\u3001Langflow \u90e8\u7f72\u5b9e\u8df5\u89e3\u6790<\/h3>\n<p>\u76f8\u5bf9\u800c\u8a00\uff0cLangflow \u90e8\u7f72\u8f83\u4e3a\u7b80\u5355\uff0c\u4e3b\u8981\u4f9d\u8d56 PG \u5e93\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u00a0docker compose \u8fdb\u884c\u76f4\u63a5\u5b89\u88c5\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s5.51cto.com\/oss\/202505\/15\/c53c7b0448991316d2e829914694ad0673022d.webp\" data-type=\"block\" \/><\/p>\n<p>\u7136\u540e\u901a\u8fc7\u6d4f\u89c8\u5668\u8bbf\u95ee\uff1ahttp:\/\/&lt;ip&gt;:7860\/ \u5373\u53ef\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s3.51cto.com\/oss\/202505\/15\/26fe63d39000e4d2098449ee81acc9f3deab13.webp\" data-type=\"block\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202505\/15\/a678f70369ae2b9610e9289eafb706063c19cf.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<p>\u5bf9\u4e86\uff0cLangflow \u662f\u57fa\u4e8e MIT \u534f\u8bae\u7684\uff0c\u4f60\u61c2\u7684 \uff5e<\/p>\n<p>\u5c3d\u60c5 High \u5427 \u2026\u2026<\/p>\n<p>Happy Coding ~<\/p>\n<p>Reference \uff1a[1] https:\/\/github.com\/langflow-ai\/langflow<\/p>\n<p>Adi\u00f3s 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